Understanding Horizontal Analysis

Understanding Horizontal Analysis, What is Horizontal Analysis

3 min read

Understanding Horizontal Analysis, What is Horizontal AnalysisHorizontal Analysis provides businesses a method to examine financial statement entries by looking at the documents’ number for a specific accounting time frame compared to the same length of a historical period for the same accounting line item.

Breaking the Process Down

It’s a way to measure trends and variances by looking at the current year’s values versus the reference year. This helps an analyst figure out if the values increase or decrease. It’s either done on an absolute value or a percentage change basis. The analysis provides a company’s growth and financial position against competitors.

This method is different compared to vertical analysis because vertical analysis looks at a single reporting period and measures the proportional relationship between items, compared to horizontal analysis evaluating multiple periods and multiple ratios for a more comprehensive approach.

Generally Accepted Accounting Principles (GAAP) require uniform and standardized financial statements for adequate financial statement analysis. This entails consistent accounting practices and fundamental principles being employed annually. Comparability constraints mandates that the business’ financial statements are in a form that permits analysts to evaluate them against other competitors in the same field. This is where horizontal analysis comes into play, creating consistency.  

This analysis determines what impacts a company’s growth over time. For cyclical or seasonal companies, it lets analysts get a handle on what’s normal and what’s not. It also permits identification of variances in different product/business segments and how to project a company’s future performance.

Along with the three financial statements (balance sheet, cash flow statement, and income statement) providing working outcomes, it can similarly identify issues and strengths by looking at certain metrics like profit margins or the rate of inventory changing hands.  

If a company reports higher earnings per share due to increases in revenue or lowers its figures of the COGS (cost of goods sold), analysts looking at the interest coverage ratio or cash flow-to-debt ratio, for example, can use horizontal analysis to gauge if a business has enough liquidity for continued operations.

Real World Example of Horizontal Analysis

Let’s say Company X had revenue of $100 million in the previous year and accounts receivable of $200 million during the “base year.” This is compared to revenue of $300 million in the present year and accounts receivable of $600 million. Based on these numbers, the calculations are as follows:

Revenue Comparison

[($300 million – $100 million)/$100 million)] x 100 = 200 percent

Accounts Receivable

[($600 million – $300 million)/$300 million)] x 100 = 100 percent

When it comes to interpreting horizontal analysis, the process needs context to ensure it’s used appropriately. The most prominent consideration is understanding what contributed to the base year’s numbers and the current year’s numbers. Did the company sell off a segment that increased profitability, or did they face massive lawsuits or spend excessive amounts of capex to ensure their viability and competitiveness in the upcoming years?

The calculation is straightforward, but being able to delve into what happened – and why – is the role of the business owner and investor to determine the true health of the business.

The IRS Could Owe You Money Thanks to a Pandemic-Era Court Ruling

IRS Could Owe You Money, COVID Court Ruling

4 min read

IRS Could Owe You Money, COVID Court RulingHere’s something that flew under the radar for most people: a court decision from late last year could put money back in your pocket if you got hit with IRS penalties during COVID. But you need to act fast! For some taxpayers, the deadline to file a claim is July 10.

What This Case Is Actually About

Remember when COVID was declared a federal disaster? That designation wasn’t just symbolic. It triggered real protections under the tax code, specifically Section 7508A, which lets the IRS push back deadlines and waive penalties when taxpayers are caught up in a disaster. We’re talking about failure-to-file and failure-to-pay penalties here, and those fees can add up to almost 50 percent of what you already owe, which is brutal!

The Kwong v. United States decision came down from the Court of Federal Claims in November 2025, and it changed the game. The court said the nationwide COVID emergency created a mandatory postponement running from Jan. 20, 2020, through July 10, 2023. Everything that came due in that window should have been bumped to July 11, 2023. In other words, a lot of people may have been penalized when they shouldn’t have been.

This Got Real on April 30

The case had been percolating quietly until the National Taxpayer Advocate (NTA) made some noise about it on April 30. That’s when things got interesting. According to the NTA, tens of millions of taxpayers could be eligible for refunds. Not just on the penalties themselves, but on the interest that piled up on top of those penalties.

The NTA isn’t being shy about this either. The office has pushed hard for the IRS to apply relief broadly instead of making people jump through hoops. They want systemic fixes, not case-by-case battles. And they’ve asked Congress to make sure procedural red tape doesn’t rob people of money they are owed.

There’s another wrinkle worth knowing about. Some refunds issued during 2020 through 2023 may have shortchanged taxpayers on interest because the IRS treated their returns as late. If Kwong holds up, you might be able to claim that missing interest, too.

Expats Had It Especially Rough

If you were living overseas when the pandemic hit, you know the chaos was next level. Borders slammed shut with no warning. People got stranded in countries they were just passing through. Others couldn’t get back to the places they’d been living for years.

Good luck reaching your accountant when consulates are closed, mail isn’t moving, and you’re dealing with a 12-hour time zone difference. Some folks couldn’t access their bank accounts. Others couldn’t get basic documents. And plenty of people were simply stuck, unable to go anywhere, when their filing deadlines rolled around.

Slapping penalties on taxpayers who were dealing with all of that? It misses the point entirely. The disaster relief rules exist for exactly these situations. The NTA has been clear: fair treatment means recognizing what people were actually going through.

You Need to File a Protective Claim

Here’s the practical part. If you want to preserve your right to get this money back, you have to file something called a protective claim. Think of it as a placeholder that keeps your options open while the legal dust settles.

For many people, the deadline is July 10, 2026, though it depends on the tax year involved. Don’t wait until the last minute to figure this out.

The good news is the paperwork isn’t complicated. You can use IRS Form 843 or just file an amended return. You need to list the tax years you’re claiming and note that your refund depends on how the Kwong case plays out. You don’t have to calculate the exact dollar amount right now. The whole point is just to get yourself on record before time runs out.

A Few Limitations to Know About

This relief is specifically about federal income taxes under the Internal Revenue Code. If you’re worried about Report of Foreign Bank and Financial Accounts (FBAR) penalties, that’s a different animal. FBARs fall under the Bank Secrecy Act, so Kwong doesn’t automatically help there. That said, you might still have a reasonable cause argument based on the same COVID disruptions.

State taxes? Every state did its own thing. Most offered some pandemic extensions, but those programs were separate and usually more limited than what we’re talking about here.

Conclusion

If there’s any chance this applies to you, file that protective claim now. Especially if you were overseas during the pandemic years. Once that deadline passes, the door closes for good.

Understanding the EV/2P Ratio

3 min read

What are the EV/2P RatioWhen it comes to raw materials, especially for fossil fuels, it’s essential to evaluate existing and potential production capabilities for such companies. Using the EV/2P Ratio is a powerful tool when evaluating fossil fuel-related companies.

Defining the Ratio

This ratio is calculated by dividing a business’ enterprise value into the company’s reserves. It provides financial analysts, investors and internal business stakeholders with a snapshot of a company’s reserves and the business’ likelihood of preserving operation growth. This standardizes valuations, thereby allowing analysts to compare company-to-company financials.

How to Calculate EV/2P

Enterprise Value (EV) / Total 2P Reserves

Defined as: Enterprise Value = Equity (open market price) + Debt (open market price) – Cash and Cash Equivalents

2P = Proven and Probable Reserves

Illustrating the Calculation

If a company’s capitalization is $300 million and debt consisting of $225 million, along with $30 million for proven reserve value, $20 million in probable reserves, and $25 million in possible reserves, the company’s resulting enterprise value becomes:

$300 million + $225 million = $525 million

The 2P reserves is:

$30 million + $20 million = $50 million

Plugging the numbers into the original formula, it’s: $525 million / $50 million = 10.5x (multiple)

Based on the resulting 10.5 multiple, this ratio provides a current valuation that translates to for every $1 in 2P reserves equals $10.50 of a market valuation.

Reserves are how internal/external stakeholders value the production/growth potential of oil/gas companies. It’s broken down into two categories:

1.) P1 are proven reserves, which are the highest caliber reserves. There’s at least a 9 in 10 percent likelihood (or more) of recoverable reserves. It’s also known as P90.

2.) Probable reserve (also known as P50) has an even chance of either non-recoverability or realized recoverability. This is the next best, but a lesser grade than P1.

These two resource categories are referred to as 2P.

Putting it in Perspective

Depending on the company’s calculated EV/2P Ratio, the business owner or investor can determine a course of action to take.

If it’s higher, it’s more highly valued than its competitors based on the same level of 2P reserves; therefore, the company’s shares are more expensive against its peers. This can give investors pause because other undervalued stocks are more attractive due to a higher likelihood they’ll appreciate.

However, if a company is valued higher, but the company is more efficient or a higher performer, investors also may be interested because its production and earnings justify the higher valuation. That’s why looking at the metric in a silo is not effective.

Debt Concerns

When it comes to debt and analyzing this ratio, fossil fuel businesses are often highly levered since they use massive sums of debt for research and development and continued operations.

Since the EV value looks at debt and equity concurrently, analyzing a company’s capital structure is essential when comparing companies’ valuations. Essentially, if a company has too much debt and if interest rates suddenly increase or it can’t service debt if the price of crude plummets, it may run into debt servicing issues.

While this ratio is effective in providing a level playing field for analytical uses, it’s important to remember that it needs to be used in conjunction with comprehensive financial analysis.

Tax Considerations for Data Center Projects in the Age of AI

4 min read

Tax Considerations for Data Center ProjectsArtificial intelligence is driving an unprecedented surge in data center construction. Developers, private equity sponsors and their tax advisors are navigating a complicated web of questions that touch everything from ownership structure to site selection to power sourcing. Get the early decisions wrong and the tax consequences can follow a project for years.

Why REITs Have Become the Structure of Choice

Private equity has increasingly turned to real estate investment trusts when backing data center projects. Structure a REIT correctly, and you sidestep corporate-level taxation entirely. Foreign investors get an even better deal. Sovereign wealth funds and foreign pension funds can participate without any obligation to file U.S. tax returns. Data centers, with their heavy real estate footprint, slot into the REIT framework more naturally than many other asset classes.

That said, the fit is not seamless. Related party rent rules create traps for the unwary. Public pension funds and sovereign wealth funds need to confirm they do not hold stakes in both a data center REIT and its tenant. Another wrinkle involves equipment. Data centers demand significant upfront investment in personal property that may not count as qualifying REIT assets. The tax code requires that 75 percent of a REIT’s total asset value consist of real estate, cash, and government securities at each quarter’s close. Developers often must segregate personal property until the REIT builds up enough good assets to clear that hurdle.

The Power and Water Challenge

Reliable power and water access have become one of the toughest operational problems in the industry. Demand is so intense that many developers are generating their own electricity on-site. The tax treatment of these co-located power facilities depends heavily on the energy source and delivery method. Get it wrong, and the generation asset may not qualify for REIT treatment.

Solar photovoltaic systems sit on relatively solid ground under existing guidance. Nuclear and natural gas, which many see as the next wave of data center power, do not. Current rules leave significant uncertainty around whether these sources can work within a REIT structure.

Legislative and Executive Developments

The IRS priority guidance plan for 2025 and 2026 contains no projects aimed squarely at data centers. Regulation section 1.856-10(g), finalized in 2016, includes an example analyzing customized electrical and telecommunications systems in a data center context, but practitioners continue pushing for clearer rules on alternative energy.

Congress may offer relief on the waterfront. In April 2025, Representative Darin LaHood of Illinois proposed a new section 48F that would provide a 30 percent credit for qualifying water reuse projects, including on-site recycling systems at data centers. With U.S. data centers projected to consume 33 billion gallons of water by 2028, the bill attracted 21 cosponsors and bipartisan support.

The White House has made its priorities clear as well. The Trump administration’s July 2025 AI action plan established a goal of achieving global dominance in artificial intelligence, with infrastructure as one of three pillars. An executive order, issued July 23, 2025, focused specifically on reducing federal regulatory obstacles to data center construction.

Conclusion and OBBBA Incentives Worth Watching

Several provisions in the One Big Beautiful Bill Act benefit data center projects, even though lawmakers did not design them with that sector in mind. The return of 100 percent bonus depreciation under section 168(k) matters enormously for an industry requiring massive capital outlays.

Rural Opportunity Zones sweeten the economics further. Investments in qualified rural opportunity funds now qualify for a 30 percent basis step-up after five years, triple the 10 percent available in standard zones. A special rule targeting improvements to existing structures in rural areas cuts the substantial improvement threshold to 50 percent of adjusted basis, compared to more than 100 percent for non-rural funds.

Developers and investors evaluating new projects will find that entity structure, site selection, and the shifting regulatory environment all interact in ways that directly affect the bottom line. Getting the tax picture right from the start remains essential.

Understanding Cash EBITDA

3 min read

What is Cash EBITDAWhile Cash EBITDA isn’t recognized by generally accepted accounting principles (GAAP), it’s a way for company owners and investors to account for deferred revenue during valuation modeling. This financial metric measures a business’ year-over-year change in postponed revenue to analyze a company’s financial situation.

Defining EBITDA

Before Cash EBITDA is defined, EBITDA must be defined.

EBITDA = earnings before interest, taxes, depreciation, and amortization

This metric is used quite often in financial analysis. Business owners, investors and financial analysts use this metric to examine different companies’ fiscal achievements against sector competitors and to determine the business’ profits from its core functions. 

Since financial statements are required by the U.S. Securities and Exchange Commission (SEC) and financial analysts are presented with varied filings, it still needs to be standardized for analysis. Though it’s not GAAP recognized, EBITDA and adjusted EBITDA are often reported by companies that can make peer-to-peer businesses easier to compare financials.

Some believe it’s not the best comparison due to many factors, including varying tax profiles, capital structures, and capitalization policies that affect net income. It’s important to be mindful that EBITDA doesn’t give any details regarding how a business’ working capital varies with its reinvestment into a business’ capital expenditures.

Some say EBITDA overstates profitability. Others believe EBITDA doesn’t factor in the cost of assets in evaluating profitability. For example, if two companies have the same EBITDA, but one is highly levered, the company with no to little debt is in better shape. 

Determining EBITDA

The income statement has tax expenses, net income, and interest expenses on it. If not found on the cash flow statement, the depreciation and amortization figures may be found on the financial statement footnotes. While EBITDA is a start, further refinement of EBITDA by using Cash EBITDA is a better financial definition.

Calculating Cash EBITDA

It’s important to account for deferred revenue properly. Since deferred revenue is revenue remitted in advance for products or services to be delivered at a future date, and revenue is recorded on the income statement when fulfillment happens, Cash EBITDA helps businesses and investors obtain a better picture of a company’s financial situation.

The deferred revenue or prepayment is recorded as a liability since the product or service hasn’t been delivered. Once fulfillment has occurred, it’s recognized as income. Therefore, it’s calculated as follows:

Cash EBITDA = TTM EBITDA + Year-over-Year Change in Deferred Revenue 

TTM EBITDA is the 12-month trailing EBITA. Also referred to as last twelve months (LTM), it’s the immediate 12 months of operating earnings. This way, the figure can be updated on a monthly or quarterly basis as the company adds new accounts.

The second component, derived from the balance sheet, is the annual change in deferred revenue.    

This formula is important and useful because if a new client is booked in the first three months of the year, and during a valuation analysis, if Cash EBITDA isn’t calculated, it would skew the valuation since it wouldn’t include new accounts.        

While GAAP is an important institution in the accounting and financial industry, businesses and investors that use well-regarded financial metrics beyond GAAP standards can make better-informed decisions.

Filing Your 2026 Tax Return? The Stakes Just Got Higher

4 min read

Filing Your 2026 Tax ReturnPicture two things happening at the same time. The agency responsible for reviewing your tax return is understaffed and buried under a backlog, and the software that the agency uses to catch filing errors just keeps getting better.

That combination should give any taxpayer pause this season. Not because an audit is necessarily coming, but because if something does go wrong, the window for getting it resolved quickly has shrunk considerably.

The IRS Is Running Lean, But It’s Technology Isn’t

The agency lost more than a quarter of its workforce in 2025. The National Taxpayer Advocate’s most recent annual report to Congress documented the drop: from roughly 102,000 employees to about 74,000. Those departures, through a mix of voluntary exits and layoffs, spread across nearly every division.

Funding took a hit at the same time. Congress reversed a significant portion of the IRS budget boost approved through the Inflation Reduction Act, pulling back billions earmarked for enforcement and technology investment. A government shutdown that stretched across October and November of last year piled further delays onto an already strained system. The Treasury Inspector General for Tax Administration confirmed in a January report what tax practitioners were already seeing firsthand: a serious backlog in the processing of amended returns and taxpayer correspondence.

Here’s the part that catches people off guard. None of that has slowed the IRS’s ability to spot problems on your return. The agency’s systems cross-reference what you report against data received independently from employers, brokers, and financial institutions. Artificial intelligence and expanded automation have made error detection faster and more precise, staffing levels notwithstanding.

Fewer people are available to handle problems once they surface. But the technology responsible for finding those problems is running better than ever.

What This Looks Like in Practice

Tax professionals working with real clients are the best window into what this means day to day. Advisors report receiving IRS notices today that are resolving matters dating back to 2023, showing a multi-year lag on what should be routine correspondence. The practical response among preparers has been to tighten processes and leave less to chance.

Some advisors have added specific safeguards, such as obtaining power of attorney to monitor clients’ IRS online accounts directly rather than waiting for slow paper notices. Others describe the current environment plainly: the cost of needing to amend a return has gone up, not necessarily in dollars, but in time and uncertainty.

A poll of tax and financial advisors conducted during a recent industry webinar found that every respondent is maintaining at least the same level of care they applied when IRS staffing was at full strength. Nearly half said they are actively raising the bar this season.

What You Should Do Differently

Here are a few practical steps worth taking seriously this year:

  • Give your preparer complete and accurate information. Incomplete or inconsistent reporting is where most errors begin, and those errors are exactly what the IRS’ matching systems are built to catch.
  • If you are claiming something new on your return, ask your preparer to walk you through the basis for it. Understanding what you are filing and why is reasonable.
  • Set up an IRS online account at IRS.gov if you haven’t already. You can monitor your filing status, review transcripts, and spot potential issues before they become formal notices.
  • And if something does go sideways, respond early. Letting a notice sit without a response doesn’t slow the IRS down. It just costs you time you don’t have.

Conclusion

The agency may be a smaller operation than it was a few years ago. But the part of it designed to find mistakes on your return is still very much running.

Public Relationns Agency Manager

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View Post An Entrepreneurial Mindset

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More About Wedwisconsin 2019

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Cultivating Seeds In The Age Of Instant Gratification.

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